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Bingjun Liu

2 papers indexed

arxivcs.AI2026-06-28

AI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-Evolution

Yuqi Li, Siyuan Liu, Bingjun Liu

Automated alpha mining holds the scoring function fixed and varies the search algorithm over it. A search that converges against a fixed scorer overfits whatever the scorer cannot penalize, a primary cause of the out-of-sample generalization gap. We treat the scoring function as…

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crossrefWater2024-10-12Cited by 5

Pipeline Leak Identification and Prediction of Urban Water Supply Network System with Deep Learning Artificial Neural Network

Fei Xi, Luyi Liu, Liyu Shan, Bingjun Liu, Yuanfeng Qi

Pipeline leakage, which leads to water wastage, financial losses, and contamination, is a significant challenge in urban water supply networks. Leak detection and prediction is urgent to secure the safety of the water supply system. Relaying on deep learning artificial neural net…

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